hopeful - Story 64686 | Emotion Vectors in Gemma4-31B

"Let’s get started, Alex," Sarah said, her voice filled with a vibrant energy. She’d spent countless hours in her garden, nurturing plants and coaxing life from the earth. Seeing Alex embrace it was extraordinary. He looked at her with curious eyes.

They knelt in the rich soil, Sarah showing him the best way to plant the seeds. The sun warmed their backs as they talked, and the air was filled with the earthy scent of the garden. A flush of happiness rose in her cheeks.

This was a new beginning, a flourishing of life on both sides.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386